Overview
Brought to you by YData
Dataset statistics
| Number of variables | 27 |
|---|---|
| Number of observations | 121 |
| Missing cells | 54 |
| Missing cells (%) | 1.7% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 23.2 KiB |
| Average record size in memory | 196.0 B |
Variable types
| Categorical | 6 |
|---|---|
| Numeric | 17 |
| Boolean | 4 |
calidad_de_agua is highly overall correlated with ica | High correlation |
campaña is highly overall correlated with cd_total_mg_l_menor_que and 7 other fields | High correlation |
cd_total_mg_l_menor_que is highly overall correlated with campaña and 4 other fields | High correlation |
colif_fecales_ufc_100ml is highly overall correlated with escher_coli_ufc_100ml and 1 other fields | High correlation |
color is highly overall correlated with ica and 2 other fields | High correlation |
cr_total_mg_l is highly overall correlated with campaña and 3 other fields | High correlation |
dbo_mg_l is highly overall correlated with tem_agua and 1 other fields | High correlation |
dqo_mg_l is highly overall correlated with campaña and 2 other fields | High correlation |
enteroc_ufc_100ml is highly overall correlated with escher_coli_ufc_100ml and 1 other fields | High correlation |
escher_coli_ufc_100ml is highly overall correlated with colif_fecales_ufc_100ml and 2 other fields | High correlation |
espumas is highly overall correlated with ica and 1 other fields | High correlation |
fosf_ortofos_mg_l is highly overall correlated with p_total_l_mg_l | High correlation |
hidr_deriv_petr_ug_l is highly overall correlated with campaña and 3 other fields | High correlation |
ica is highly overall correlated with calidad_de_agua and 8 other fields | High correlation |
microcistina_ug_l is highly overall correlated with campaña and 4 other fields | High correlation |
nh4_mg_l is highly overall correlated with ica | High correlation |
od is highly overall correlated with ica and 1 other fields | High correlation |
olores is highly overall correlated with color and 3 other fields | High correlation |
p_total_l_mg_l is highly overall correlated with fosf_ortofos_mg_l | High correlation |
ph is highly overall correlated with od | High correlation |
sitios is highly overall correlated with color and 1 other fields | High correlation |
tem_agua is highly overall correlated with campaña and 2 other fields | High correlation |
tem_aire is highly overall correlated with campaña and 2 other fields | High correlation |
turbiedad_ntu is highly overall correlated with campaña | High correlation |
espumas is highly imbalanced (64.9%) | Imbalance |
cr_total_mg_l is highly imbalanced (51.3%) | Imbalance |
colif_fecales_ufc_100ml has 23 (19.0%) missing values | Missing |
nitrato_mg_l has 2 (1.7%) missing values | Missing |
nh4_mg_l has 3 (2.5%) missing values | Missing |
p_total_l_mg_l has 3 (2.5%) missing values | Missing |
fosf_ortofos_mg_l has 8 (6.6%) missing values | Missing |
dbo_mg_l has 5 (4.1%) missing values | Missing |
dqo_mg_l has 2 (1.7%) missing values | Missing |
hidr_deriv_petr_ug_l has 4 (3.3%) missing values | Missing |
cr_total_mg_l has 3 (2.5%) missing values | Missing |
sitios is uniformly distributed | Uniform |
clorofila_a_ug_l has 10 (8.3%) zeros | Zeros |
Reproduction
| Analysis started | 2024-11-06 03:36:27.869093 |
|---|---|
| Analysis finished | 2024-11-06 03:37:42.807405 |
| Duration | 1 minute and 14.94 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
Variables
sitios
Categorical
High correlation Uniform
| Distinct | 36 |
|---|---|
| Distinct (%) | 29.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 KiB |
| Canal Villanueva y Río Luján | 4 |
|---|---|
| Canal Aliviador y Río Lujan | 4 |
| Río Carapachay y Arroyo Gallo Fiambre | 4 |
| Río Reconquista y Río Lujan | 4 |
| Toma de agua Club de Pesca | 4 |
| Other values (31) |
Length
| Max length | 37 |
|---|---|
| Median length | 28 |
| Mean length | 22.735537 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Canal Villanueva y Río Luján |
|---|---|
| 2nd row | Canal Villanueva y Río Luján |
| 3rd row | Canal Villanueva y Río Luján |
| 4th row | Canal Villanueva y Río Luján |
| 5th row | Río Lujan y Arroyo Caraguatá |
Common Values
| Value | Count | Frequency (%) |
| Canal Villanueva y Río Luján | 4 | 3.3% |
| Canal Aliviador y Río Lujan | 4 | 3.3% |
| Río Carapachay y Arroyo Gallo Fiambre | 4 | 3.3% |
| Río Reconquista y Río Lujan | 4 | 3.3% |
| Toma de agua Club de Pesca | 4 | 3.3% |
| Río Lujan y Canal San Fernando | 4 | 3.3% |
| Reserva Ecológica | 4 | 3.3% |
| Playa Espigón de Pacheco | 4 | 3.3% |
| Costa y Melo | 4 | 3.3% |
| Puerto de Olivos Espigón | 4 | 3.3% |
| Other values (26) | 81 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| y | 35 | 7.2% |
| río | 33 | 6.8% |
| de | 21 | 4.3% |
| arroyo | 20 | 4.1% |
| lujan | 15 | 3.1% |
| canal | 12 | 2.5% |
| playa | 11 | 2.3% |
| m | 10 | 2.1% |
| 400 | 10 | 2.1% |
| costa | 9 | 1.9% |
| Other values (80) | 308 |
Most occurring characters
| Value | Count | Frequency (%) |
| 382 | 13.9% | |
| a | 330 | 12.0% |
| o | 223 | 8.1% |
| e | 155 | 5.6% |
| r | 149 | 5.4% |
| n | 143 | 5.2% |
| l | 140 | 5.1% |
| i | 111 | 4.0% |
| y | 74 | 2.7% |
| u | 74 | 2.7% |
| Other values (45) | 970 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1929 | |
| Space Separator | 382 | 13.9% |
| Uppercase Letter | 373 | 13.6% |
| Decimal Number | 59 | 2.1% |
| Open Punctuation | 3 | 0.1% |
| Close Punctuation | 3 | 0.1% |
| Dash Punctuation | 2 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 330 | |
| o | 223 | |
| e | 155 | 8.0% |
| r | 149 | 7.7% |
| n | 143 | 7.4% |
| l | 140 | 7.3% |
| i | 111 | 5.8% |
| y | 74 | 3.8% |
| u | 74 | 3.8% |
| c | 70 | 3.6% |
| Other values (17) | 460 |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 55 | |
| R | 54 | |
| C | 54 | |
| A | 33 | |
| E | 32 | |
| L | 29 | |
| S | 25 | |
| B | 20 | 5.4% |
| D | 15 | 4.0% |
| V | 10 | 2.7% |
| Other values (8) | 46 |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 26 | |
| 4 | 14 | |
| 6 | 9 | 15.3% |
| 1 | 5 | 8.5% |
| 3 | 3 | 5.1% |
| 7 | 2 | 3.4% |
Space Separator
| Value | Count | Frequency (%) |
| 382 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 3 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 3 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 2 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2302 | |
| Common | 449 | 16.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 330 | 14.3% |
| o | 223 | 9.7% |
| e | 155 | 6.7% |
| r | 149 | 6.5% |
| n | 143 | 6.2% |
| l | 140 | 6.1% |
| i | 111 | 4.8% |
| y | 74 | 3.2% |
| u | 74 | 3.2% |
| c | 70 | 3.0% |
| Other values (35) | 833 |
Common
| Value | Count | Frequency (%) |
| 382 | ||
| 0 | 26 | 5.8% |
| 4 | 14 | 3.1% |
| 6 | 9 | 2.0% |
| 1 | 5 | 1.1% |
| ( | 3 | 0.7% |
| ) | 3 | 0.7% |
| 3 | 3 | 0.7% |
| - | 2 | 0.4% |
| 7 | 2 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2674 | |
| None | 77 | 2.8% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 382 | ||
| a | 330 | 12.3% |
| o | 223 | 8.3% |
| e | 155 | 5.8% |
| r | 149 | 5.6% |
| n | 143 | 5.3% |
| l | 140 | 5.2% |
| i | 111 | 4.2% |
| y | 74 | 2.8% |
| u | 74 | 2.8% |
| Other values (41) | 893 |
None
| Value | Count | Frequency (%) |
| í | 42 | |
| á | 16 | 20.8% |
| ó | 15 | 19.5% |
| ú | 4 | 5.2% |
campaña
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 KiB |
| invierno | |
|---|---|
| primavera | |
| otoño | |
| verano |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 7.1652893 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | verano |
|---|---|
| 2nd row | otoño |
| 3rd row | invierno |
| 4th row | primavera |
| 5th row | otoño |
Common Values
| Value | Count | Frequency (%) |
| invierno | 35 | |
| primavera | 33 | |
| otoño | 28 | |
| verano | 25 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| invierno | 35 | |
| primavera | 33 | |
| otoño | 28 | |
| verano | 25 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 144 | |
| r | 126 | |
| i | 103 | |
| n | 95 | |
| v | 93 | |
| e | 93 | |
| a | 91 | |
| p | 33 | 3.8% |
| m | 33 | 3.8% |
| t | 28 | 3.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 867 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 144 | |
| r | 126 | |
| i | 103 | |
| n | 95 | |
| v | 93 | |
| e | 93 | |
| a | 91 | |
| p | 33 | 3.8% |
| m | 33 | 3.8% |
| t | 28 | 3.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 867 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 144 | |
| r | 126 | |
| i | 103 | |
| n | 95 | |
| v | 93 | |
| e | 93 | |
| a | 91 | |
| p | 33 | 3.8% |
| m | 33 | 3.8% |
| t | 28 | 3.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 839 | |
| None | 28 | 3.2% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 144 | |
| r | 126 | |
| i | 103 | |
| n | 95 | |
| v | 93 | |
| e | 93 | |
| a | 91 | |
| p | 33 | 3.9% |
| m | 33 | 3.9% |
| t | 28 | 3.3% |
None
| Value | Count | Frequency (%) |
| ñ | 28 |
tem_agua
Real number (ℝ)
High correlation
| Distinct | 68 |
|---|---|
| Distinct (%) | 56.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.352893 |
| Minimum | 7 |
|---|---|
| Maximum | 28 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 14.4 |
| median | 16 |
| Q3 | 24 |
| 95-th percentile | 26 |
| Maximum | 28 |
| Range | 21 |
| Interquartile range (IQR) | 9.6 |
Descriptive statistics
| Standard deviation | 5.6036458 |
|---|---|
| Coefficient of variation (CV) | 0.30532766 |
| Kurtosis | -1.3420684 |
| Mean | 18.352893 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.061825895 |
| Sum | 2220.7 |
| Variance | 31.400846 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 14.8 | 5 | 4.1% |
| 24.7 | 5 | 4.1% |
| 14.5 | 4 | 3.3% |
| 14.4 | 4 | 3.3% |
| 11 | 4 | 3.3% |
| 10 | 4 | 3.3% |
| 15.7 | 3 | 2.5% |
| 13 | 3 | 2.5% |
| 15 | 3 | 2.5% |
| 26 | 3 | 2.5% |
| Other values (58) | 83 |
| Value | Count | Frequency (%) |
| 7 | 2 | |
| 8 | 1 | 0.8% |
| 10 | 4 | |
| 11 | 4 | |
| 11.4 | 1 | 0.8% |
| 11.9 | 1 | 0.8% |
| 12 | 2 | |
| 12.1 | 1 | 0.8% |
| 12.8 | 1 | 0.8% |
| 12.9 | 2 |
| Value | Count | Frequency (%) |
| 28 | 1 | 0.8% |
| 27.8 | 1 | 0.8% |
| 27.5 | 1 | 0.8% |
| 27 | 1 | 0.8% |
| 26.7 | 1 | 0.8% |
| 26 | 3 | |
| 25.8 | 1 | 0.8% |
| 25.7 | 1 | 0.8% |
| 25.6 | 1 | 0.8% |
| 25.5 | 2 |
tem_aire
Real number (ℝ)
High correlation
| Distinct | 36 |
|---|---|
| Distinct (%) | 29.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.71157 |
| Minimum | 4 |
|---|---|
| Maximum | 33 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 12 |
| median | 17 |
| Q3 | 27 |
| 95-th percentile | 32 |
| Maximum | 33 |
| Range | 29 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 8.1672944 |
|---|---|
| Coefficient of variation (CV) | 0.43648365 |
| Kurtosis | -1.321519 |
| Mean | 18.71157 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.11766636 |
| Sum | 2264.1 |
| Variance | 66.704698 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=36)
| Value | Count | Frequency (%) |
| 28 | 11 | 9.1% |
| 27 | 9 | 7.4% |
| 11 | 9 | 7.4% |
| 13 | 7 | 5.8% |
| 26 | 7 | 5.8% |
| 12 | 6 | 5.0% |
| 32 | 5 | 4.1% |
| 14.5 | 5 | 4.1% |
| 8 | 5 | 4.1% |
| 19 | 5 | 4.1% |
| Other values (26) | 52 |
| Value | Count | Frequency (%) |
| 4 | 4 | |
| 7 | 3 | 2.5% |
| 8 | 5 | |
| 9 | 2 | 1.7% |
| 10 | 2 | 1.7% |
| 11 | 9 | |
| 12 | 6 | |
| 12.5 | 1 | 0.8% |
| 12.6 | 1 | 0.8% |
| 12.8 | 4 |
| Value | Count | Frequency (%) |
| 33 | 1 | 0.8% |
| 32.5 | 1 | 0.8% |
| 32 | 5 | |
| 31 | 2 | 1.7% |
| 29.1 | 3 | 2.5% |
| 29 | 2 | 1.7% |
| 28 | 11 | |
| 27 | 9 | |
| 26 | 7 | |
| 25 | 1 | 0.8% |
od
Real number (ℝ)
High correlation
| Distinct | 112 |
|---|---|
| Distinct (%) | 92.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.5659504 |
| Minimum | 0.59 |
|---|---|
| Maximum | 15.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 0.59 |
|---|---|
| 5-th percentile | 1.81 |
| Q1 | 4.24 |
| median | 5.95 |
| Q3 | 8.84 |
| 95-th percentile | 12.39 |
| Maximum | 15.2 |
| Range | 14.61 |
| Interquartile range (IQR) | 4.6 |
Descriptive statistics
| Standard deviation | 3.1120806 |
|---|---|
| Coefficient of variation (CV) | 0.47397261 |
| Kurtosis | -0.42087061 |
| Mean | 6.5659504 |
| Median Absolute Deviation (MAD) | 2.25 |
| Skewness | 0.34841219 |
| Sum | 794.48 |
| Variance | 9.685046 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.91 | 2 | 1.7% |
| 6.2 | 2 | 1.7% |
| 4.82 | 2 | 1.7% |
| 8.2 | 2 | 1.7% |
| 5.95 | 2 | 1.7% |
| 3.6 | 2 | 1.7% |
| 4.07 | 2 | 1.7% |
| 4.24 | 2 | 1.7% |
| 7.58 | 2 | 1.7% |
| 2.3 | 1 | 0.8% |
| Other values (102) | 102 |
| Value | Count | Frequency (%) |
| 0.59 | 1 | |
| 0.74 | 1 | |
| 0.82 | 1 | |
| 1.21 | 1 | |
| 1.46 | 1 | |
| 1.61 | 1 | |
| 1.81 | 1 | |
| 2.16 | 1 | |
| 2.3 | 1 | |
| 2.35 | 1 |
| Value | Count | Frequency (%) |
| 15.2 | 1 | |
| 13.18 | 1 | |
| 12.72 | 1 | |
| 12.67 | 1 | |
| 12.61 | 1 | |
| 12.47 | 1 | |
| 12.39 | 1 | |
| 12.22 | 1 | |
| 12.04 | 1 | |
| 11.82 | 1 |
ph
Real number (ℝ)
High correlation
| Distinct | 89 |
|---|---|
| Distinct (%) | 73.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.5647934 |
| Minimum | 6.66 |
|---|---|
| Maximum | 9.66 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 6.66 |
|---|---|
| 5-th percentile | 6.75 |
| Q1 | 6.96 |
| median | 7.43 |
| Q3 | 7.93 |
| 95-th percentile | 9.23 |
| Maximum | 9.66 |
| Range | 3 |
| Interquartile range (IQR) | 0.97 |
Descriptive statistics
| Standard deviation | 0.7412974 |
|---|---|
| Coefficient of variation (CV) | 0.097993079 |
| Kurtosis | 0.55831435 |
| Mean | 7.5647934 |
| Median Absolute Deviation (MAD) | 0.49 |
| Skewness | 1.0747524 |
| Sum | 915.34 |
| Variance | 0.54952183 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6.8 | 4 | 3.3% |
| 6.82 | 4 | 3.3% |
| 6.96 | 3 | 2.5% |
| 7.59 | 3 | 2.5% |
| 7.04 | 2 | 1.7% |
| 6.75 | 2 | 1.7% |
| 7.05 | 2 | 1.7% |
| 6.71 | 2 | 1.7% |
| 6.79 | 2 | 1.7% |
| 6.76 | 2 | 1.7% |
| Other values (79) | 95 |
| Value | Count | Frequency (%) |
| 6.66 | 1 | 0.8% |
| 6.7 | 1 | 0.8% |
| 6.71 | 2 | |
| 6.74 | 1 | 0.8% |
| 6.75 | 2 | |
| 6.76 | 2 | |
| 6.77 | 1 | 0.8% |
| 6.79 | 2 | |
| 6.8 | 4 | |
| 6.81 | 1 | 0.8% |
| Value | Count | Frequency (%) |
| 9.66 | 1 | |
| 9.44 | 2 | |
| 9.36 | 1 | |
| 9.32 | 1 | |
| 9.25 | 1 | |
| 9.23 | 1 | |
| 9.22 | 1 | |
| 9.19 | 1 | |
| 9.18 | 1 | |
| 8.95 | 2 |
olores
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 104 | |
| True | 17 | 14.0% |
color
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 105 | |
| True | 16 | 13.2% |
espumas
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| False | |
|---|---|
| True | 8 |
| Value | Count | Frequency (%) |
| False | 113 | |
| True | 8 | 6.6% |
| Value | Count | Frequency (%) |
| False | 93 | |
| True | 28 | 23.1% |
colif_fecales_ufc_100ml
Real number (ℝ)
High correlation Missing
| Distinct | 39 |
|---|---|
| Distinct (%) | 39.8% |
| Missing | 23 |
| Missing (%) | 19.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5323.6735 |
| Minimum | 100 |
|---|---|
| Maximum | 20000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 100 |
|---|---|
| 5-th percentile | 300 |
| Q1 | 1375 |
| median | 4000 |
| Q3 | 8000 |
| 95-th percentile | 15000 |
| Maximum | 20000 |
| Range | 19900 |
| Interquartile range (IQR) | 6625 |
Descriptive statistics
| Standard deviation | 5011.8759 |
|---|---|
| Coefficient of variation (CV) | 0.94143187 |
| Kurtosis | 1.3071382 |
| Mean | 5323.6735 |
| Median Absolute Deviation (MAD) | 3000 |
| Skewness | 1.3216096 |
| Sum | 521720 |
| Variance | 25118900 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 4000 | 10 | 8.3% |
| 10000 | 9 | 7.4% |
| 5000 | 8 | 6.6% |
| 1000 | 7 | 5.8% |
| 400 | 6 | 5.0% |
| 3000 | 6 | 5.0% |
| 2000 | 5 | 4.1% |
| 20000 | 4 | 3.3% |
| 15000 | 4 | 3.3% |
| 300 | 4 | 3.3% |
| Other values (29) | 35 | |
| (Missing) | 23 |
| Value | Count | Frequency (%) |
| 100 | 1 | 0.8% |
| 110 | 1 | 0.8% |
| 160 | 1 | 0.8% |
| 300 | 4 | |
| 400 | 6 | |
| 500 | 1 | 0.8% |
| 600 | 1 | 0.8% |
| 700 | 1 | 0.8% |
| 1000 | 7 | |
| 1200 | 1 | 0.8% |
| Value | Count | Frequency (%) |
| 20000 | 4 | |
| 15000 | 4 | |
| 14000 | 2 | 1.7% |
| 12000 | 1 | 0.8% |
| 10000 | 9 | |
| 9000 | 2 | 1.7% |
| 8300 | 1 | 0.8% |
| 8000 | 3 | 2.5% |
| 7600 | 1 | 0.8% |
| 7000 | 1 | 0.8% |
escher_coli_ufc_100ml
Real number (ℝ)
High correlation
| Distinct | 50 |
|---|---|
| Distinct (%) | 41.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4341.1983 |
| Minimum | 5 |
|---|---|
| Maximum | 60000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 200 |
| median | 1000 |
| Q3 | 3000 |
| 95-th percentile | 20000 |
| Maximum | 60000 |
| Range | 59995 |
| Interquartile range (IQR) | 2800 |
Descriptive statistics
| Standard deviation | 9663.8006 |
|---|---|
| Coefficient of variation (CV) | 2.2260675 |
| Kurtosis | 16.467971 |
| Mean | 4341.1983 |
| Median Absolute Deviation (MAD) | 900 |
| Skewness | 3.9013565 |
| Sum | 525285 |
| Variance | 93389042 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 14 | 11.6% |
| 1000 | 12 | 9.9% |
| 2000 | 11 | 9.1% |
| 200 | 5 | 4.1% |
| 500 | 5 | 4.1% |
| 400 | 5 | 4.1% |
| 20 | 5 | 4.1% |
| 3000 | 4 | 3.3% |
| 1500 | 4 | 3.3% |
| 10000 | 4 | 3.3% |
| Other values (40) | 52 |
| Value | Count | Frequency (%) |
| 5 | 1 | 0.8% |
| 20 | 5 | 4.1% |
| 30 | 1 | 0.8% |
| 50 | 2 | 1.7% |
| 80 | 1 | 0.8% |
| 100 | 14 | |
| 120 | 1 | 0.8% |
| 150 | 1 | 0.8% |
| 170 | 1 | 0.8% |
| 200 | 5 | 4.1% |
| Value | Count | Frequency (%) |
| 60000 | 1 | 0.8% |
| 50000 | 1 | 0.8% |
| 48000 | 1 | 0.8% |
| 37000 | 1 | 0.8% |
| 30000 | 1 | 0.8% |
| 25000 | 1 | 0.8% |
| 20000 | 1 | 0.8% |
| 18000 | 1 | 0.8% |
| 12000 | 3 | |
| 10000 | 4 |
enteroc_ufc_100ml
Real number (ℝ)
High correlation
| Distinct | 71 |
|---|---|
| Distinct (%) | 58.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 872.23967 |
| Minimum | 2 |
|---|---|
| Maximum | 28000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 50 |
| median | 200 |
| Q3 | 700 |
| 95-th percentile | 3700 |
| Maximum | 28000 |
| Range | 27998 |
| Interquartile range (IQR) | 650 |
Descriptive statistics
| Standard deviation | 2736.6504 |
|---|---|
| Coefficient of variation (CV) | 3.1374983 |
| Kurtosis | 81.832405 |
| Mean | 872.23967 |
| Median Absolute Deviation (MAD) | 173 |
| Skewness | 8.429647 |
| Sum | 105541 |
| Variance | 7489255.6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 12 | 9.9% |
| 40 | 6 | 5.0% |
| 300 | 6 | 5.0% |
| 20 | 5 | 4.1% |
| 800 | 5 | 4.1% |
| 10 | 5 | 4.1% |
| 30 | 4 | 3.3% |
| 200 | 3 | 2.5% |
| 240 | 3 | 2.5% |
| 2000 | 2 | 1.7% |
| Other values (61) | 70 |
| Value | Count | Frequency (%) |
| 2 | 1 | 0.8% |
| 4 | 1 | 0.8% |
| 5 | 2 | 1.7% |
| 6 | 1 | 0.8% |
| 10 | 5 | |
| 12 | 1 | 0.8% |
| 15 | 1 | 0.8% |
| 20 | 5 | |
| 27 | 1 | 0.8% |
| 30 | 4 |
| Value | Count | Frequency (%) |
| 28000 | 1 | |
| 6200 | 1 | |
| 5600 | 1 | |
| 4800 | 1 | |
| 4600 | 2 | |
| 3700 | 1 | |
| 2800 | 1 | |
| 2300 | 1 | |
| 2100 | 2 | |
| 2000 | 2 |
nitrato_mg_l
Real number (ℝ)
Missing
| Distinct | 50 |
|---|---|
| Distinct (%) | 42.0% |
| Missing | 2 |
| Missing (%) | 1.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.9067227 |
| Minimum | 2 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2.2 |
| median | 3.4 |
| Q3 | 5.15 |
| 95-th percentile | 7.01 |
| Maximum | 9 |
| Range | 7 |
| Interquartile range (IQR) | 2.95 |
Descriptive statistics
| Standard deviation | 1.7660034 |
|---|---|
| Coefficient of variation (CV) | 0.45204217 |
| Kurtosis | -0.30087701 |
| Mean | 3.9067227 |
| Median Absolute Deviation (MAD) | 1.3 |
| Skewness | 0.78228479 |
| Sum | 464.9 |
| Variance | 3.118768 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 22 | 18.2% |
| 2.9 | 5 | 4.1% |
| 2.1 | 5 | 4.1% |
| 3.5 | 5 | 4.1% |
| 3.1 | 5 | 4.1% |
| 2.2 | 4 | 3.3% |
| 3 | 3 | 2.5% |
| 3.2 | 3 | 2.5% |
| 2.8 | 3 | 2.5% |
| 5.1 | 3 | 2.5% |
| Other values (40) | 61 |
| Value | Count | Frequency (%) |
| 2 | 22 | |
| 2.1 | 5 | 4.1% |
| 2.2 | 4 | 3.3% |
| 2.3 | 2 | 1.7% |
| 2.5 | 1 | 0.8% |
| 2.6 | 1 | 0.8% |
| 2.7 | 1 | 0.8% |
| 2.8 | 3 | 2.5% |
| 2.9 | 5 | 4.1% |
| 3 | 3 | 2.5% |
| Value | Count | Frequency (%) |
| 9 | 1 | |
| 8.2 | 1 | |
| 8.1 | 1 | |
| 7.9 | 1 | |
| 7.5 | 1 | |
| 7.1 | 1 | |
| 7 | 2 | |
| 6.9 | 1 | |
| 6.7 | 1 | |
| 6.6 | 2 |
nh4_mg_l
Real number (ℝ)
High correlation Missing
| Distinct | 70 |
|---|---|
| Distinct (%) | 59.3% |
| Missing | 3 |
| Missing (%) | 2.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7387288 |
| Minimum | 0.05 |
|---|---|
| Maximum | 9.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 0.05 |
|---|---|
| 5-th percentile | 0.0985 |
| Q1 | 0.4025 |
| median | 0.975 |
| Q3 | 2.675 |
| 95-th percentile | 5.43 |
| Maximum | 9.7 |
| Range | 9.65 |
| Interquartile range (IQR) | 2.2725 |
Descriptive statistics
| Standard deviation | 1.8908459 |
|---|---|
| Coefficient of variation (CV) | 1.0874876 |
| Kurtosis | 3.897974 |
| Mean | 1.7387288 |
| Median Absolute Deviation (MAD) | 0.795 |
| Skewness | 1.8264364 |
| Sum | 205.17 |
| Variance | 3.5752984 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1 | 6 | 5.0% |
| 0.7 | 5 | 4.1% |
| 1.1 | 4 | 3.3% |
| 3.1 | 4 | 3.3% |
| 0.3 | 4 | 3.3% |
| 0.6 | 4 | 3.3% |
| 0.98 | 3 | 2.5% |
| 0.2 | 3 | 2.5% |
| 0.9 | 3 | 2.5% |
| 0.8 | 3 | 2.5% |
| Other values (60) | 79 |
| Value | Count | Frequency (%) |
| 0.05 | 2 | 1.7% |
| 0.06 | 2 | 1.7% |
| 0.08 | 1 | 0.8% |
| 0.09 | 1 | 0.8% |
| 0.1 | 6 | |
| 0.11 | 1 | 0.8% |
| 0.14 | 1 | 0.8% |
| 0.15 | 1 | 0.8% |
| 0.16 | 1 | 0.8% |
| 0.2 | 3 |
| Value | Count | Frequency (%) |
| 9.7 | 1 | |
| 9.3 | 1 | |
| 7 | 1 | |
| 6 | 1 | |
| 5.7 | 1 | |
| 5.6 | 1 | |
| 5.4 | 1 | |
| 5.3 | 1 | |
| 5 | 1 | |
| 4.7 | 1 |
p_total_l_mg_l
Real number (ℝ)
High correlation Missing
| Distinct | 59 |
|---|---|
| Distinct (%) | 50.0% |
| Missing | 3 |
| Missing (%) | 2.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.51237288 |
| Minimum | 0.19 |
|---|---|
| Maximum | 1.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 0.19 |
|---|---|
| 5-th percentile | 0.2 |
| Q1 | 0.28 |
| median | 0.42 |
| Q3 | 0.65 |
| 95-th percentile | 1.1 |
| Maximum | 1.5 |
| Range | 1.31 |
| Interquartile range (IQR) | 0.37 |
Descriptive statistics
| Standard deviation | 0.30096903 |
|---|---|
| Coefficient of variation (CV) | 0.58740234 |
| Kurtosis | 0.87001089 |
| Mean | 0.51237288 |
| Median Absolute Deviation (MAD) | 0.17 |
| Skewness | 1.1683315 |
| Sum | 60.46 |
| Variance | 0.090582355 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.2 | 11 | 9.1% |
| 0.36 | 6 | 5.0% |
| 1.1 | 4 | 3.3% |
| 0.31 | 4 | 3.3% |
| 0.22 | 4 | 3.3% |
| 0.25 | 3 | 2.5% |
| 0.57 | 3 | 2.5% |
| 0.27 | 3 | 2.5% |
| 0.33 | 3 | 2.5% |
| 0.75 | 3 | 2.5% |
| Other values (49) | 74 |
| Value | Count | Frequency (%) |
| 0.19 | 2 | 1.7% |
| 0.2 | 11 | |
| 0.21 | 2 | 1.7% |
| 0.22 | 4 | 3.3% |
| 0.23 | 1 | 0.8% |
| 0.24 | 1 | 0.8% |
| 0.25 | 3 | 2.5% |
| 0.26 | 2 | 1.7% |
| 0.27 | 3 | 2.5% |
| 0.28 | 3 | 2.5% |
| Value | Count | Frequency (%) |
| 1.5 | 1 | 0.8% |
| 1.4 | 1 | 0.8% |
| 1.3 | 2 | |
| 1.2 | 1 | 0.8% |
| 1.1 | 4 | |
| 1 | 2 | |
| 0.94 | 1 | 0.8% |
| 0.92 | 1 | 0.8% |
| 0.89 | 1 | 0.8% |
| 0.88 | 1 | 0.8% |
fosf_ortofos_mg_l
Real number (ℝ)
High correlation Missing
| Distinct | 53 |
|---|---|
| Distinct (%) | 46.9% |
| Missing | 8 |
| Missing (%) | 6.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.36752212 |
| Minimum | 0.1 |
|---|---|
| Maximum | 0.87 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.11 |
| Q1 | 0.25 |
| median | 0.34 |
| Q3 | 0.48 |
| 95-th percentile | 0.688 |
| Maximum | 0.87 |
| Range | 0.77 |
| Interquartile range (IQR) | 0.23 |
Descriptive statistics
| Standard deviation | 0.17096121 |
|---|---|
| Coefficient of variation (CV) | 0.46517256 |
| Kurtosis | -0.14899123 |
| Mean | 0.36752212 |
| Median Absolute Deviation (MAD) | 0.11 |
| Skewness | 0.53540427 |
| Sum | 41.53 |
| Variance | 0.029227734 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.3 | 7 | 5.8% |
| 0.1 | 5 | 4.1% |
| 0.29 | 5 | 4.1% |
| 0.37 | 5 | 4.1% |
| 0.2 | 5 | 4.1% |
| 0.51 | 4 | 3.3% |
| 0.36 | 4 | 3.3% |
| 0.63 | 3 | 2.5% |
| 0.44 | 3 | 2.5% |
| 0.32 | 3 | 2.5% |
| Other values (43) | 69 | |
| (Missing) | 8 | 6.6% |
| Value | Count | Frequency (%) |
| 0.1 | 5 | |
| 0.11 | 3 | |
| 0.12 | 1 | 0.8% |
| 0.13 | 1 | 0.8% |
| 0.14 | 2 | 1.7% |
| 0.15 | 1 | 0.8% |
| 0.16 | 1 | 0.8% |
| 0.18 | 1 | 0.8% |
| 0.19 | 1 | 0.8% |
| 0.2 | 5 |
| Value | Count | Frequency (%) |
| 0.87 | 1 | 0.8% |
| 0.76 | 1 | 0.8% |
| 0.75 | 1 | 0.8% |
| 0.73 | 1 | 0.8% |
| 0.71 | 1 | 0.8% |
| 0.7 | 1 | 0.8% |
| 0.68 | 1 | 0.8% |
| 0.63 | 3 | |
| 0.62 | 1 | 0.8% |
| 0.61 | 1 | 0.8% |
dbo_mg_l
Real number (ℝ)
High correlation Missing
| Distinct | 55 |
|---|---|
| Distinct (%) | 47.4% |
| Missing | 5 |
| Missing (%) | 4.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.562069 |
| Minimum | 2 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2.475 |
| median | 4.15 |
| Q3 | 6.3 |
| 95-th percentile | 8.725 |
| Maximum | 10 |
| Range | 8 |
| Interquartile range (IQR) | 3.825 |
Descriptive statistics
| Standard deviation | 2.2076805 |
|---|---|
| Coefficient of variation (CV) | 0.48392089 |
| Kurtosis | -0.69923 |
| Mean | 4.562069 |
| Median Absolute Deviation (MAD) | 1.85 |
| Skewness | 0.56407183 |
| Sum | 529.2 |
| Variance | 4.8738531 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 19 | 15.7% |
| 2.1 | 4 | 3.3% |
| 3 | 4 | 3.3% |
| 6 | 3 | 2.5% |
| 4.1 | 3 | 2.5% |
| 6.8 | 3 | 2.5% |
| 6.3 | 3 | 2.5% |
| 5.8 | 3 | 2.5% |
| 2.7 | 3 | 2.5% |
| 4.8 | 3 | 2.5% |
| Other values (45) | 68 | |
| (Missing) | 5 | 4.1% |
| Value | Count | Frequency (%) |
| 2 | 19 | |
| 2.1 | 4 | 3.3% |
| 2.2 | 2 | 1.7% |
| 2.3 | 2 | 1.7% |
| 2.4 | 2 | 1.7% |
| 2.5 | 1 | 0.8% |
| 2.7 | 3 | 2.5% |
| 2.8 | 1 | 0.8% |
| 2.9 | 1 | 0.8% |
| 3 | 4 | 3.3% |
| Value | Count | Frequency (%) |
| 10 | 1 | |
| 9.8 | 1 | |
| 9.4 | 1 | |
| 8.9 | 2 | |
| 8.8 | 1 | |
| 8.7 | 1 | |
| 8.6 | 1 | |
| 8.5 | 1 | |
| 8.1 | 1 | |
| 7.7 | 1 |
dqo_mg_l
Real number (ℝ)
High correlation Missing
| Distinct | 46 |
|---|---|
| Distinct (%) | 38.7% |
| Missing | 2 |
| Missing (%) | 1.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.709244 |
| Minimum | 2.2 |
|---|---|
| Maximum | 88 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 2.2 |
|---|---|
| 5-th percentile | 4.3 |
| Q1 | 33.5 |
| median | 50 |
| Q3 | 50 |
| 95-th percentile | 64.1 |
| Maximum | 88 |
| Range | 85.8 |
| Interquartile range (IQR) | 16.5 |
Descriptive statistics
| Standard deviation | 19.218908 |
|---|---|
| Coefficient of variation (CV) | 0.47210183 |
| Kurtosis | -0.056320831 |
| Mean | 40.709244 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.71637281 |
| Sum | 4844.4 |
| Variance | 369.36644 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=46)
| Value | Count | Frequency (%) |
| 50 | 56 | |
| 37 | 5 | 4.1% |
| 31 | 3 | 2.5% |
| 5.6 | 3 | 2.5% |
| 43 | 2 | 1.7% |
| 5.2 | 2 | 1.7% |
| 35 | 2 | 1.7% |
| 57 | 2 | 1.7% |
| 34 | 2 | 1.7% |
| 62 | 2 | 1.7% |
| Other values (36) | 40 |
| Value | Count | Frequency (%) |
| 2.2 | 1 | |
| 2.8 | 1 | |
| 3.3 | 1 | |
| 3.9 | 1 | |
| 4.1 | 1 | |
| 4.3 | 2 | |
| 4.9 | 1 | |
| 5 | 1 | |
| 5.1 | 1 | |
| 5.2 | 2 |
| Value | Count | Frequency (%) |
| 88 | 1 | |
| 82 | 1 | |
| 73 | 2 | |
| 67 | 1 | |
| 65 | 1 | |
| 64 | 1 | |
| 62 | 2 | |
| 59 | 1 | |
| 58 | 1 | |
| 57 | 2 |
turbiedad_ntu
Real number (ℝ)
High correlation
| Distinct | 49 |
|---|---|
| Distinct (%) | 40.8% |
| Missing | 1 |
| Missing (%) | 0.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.310833 |
| Minimum | 4.9 |
|---|---|
| Maximum | 80 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 4.9 |
|---|---|
| 5-th percentile | 7.095 |
| Q1 | 16 |
| median | 27 |
| Q3 | 30.25 |
| 95-th percentile | 50.25 |
| Maximum | 80 |
| Range | 75.1 |
| Interquartile range (IQR) | 14.25 |
Descriptive statistics
| Standard deviation | 14.750438 |
|---|---|
| Coefficient of variation (CV) | 0.56062224 |
| Kurtosis | 2.4369674 |
| Mean | 26.310833 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 1.2597514 |
| Sum | 3157.3 |
| Variance | 217.57543 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 30 | 25 | |
| 16 | 6 | 5.0% |
| 21 | 5 | 4.1% |
| 31 | 4 | 3.3% |
| 50 | 4 | 3.3% |
| 33 | 4 | 3.3% |
| 29 | 4 | 3.3% |
| 13 | 3 | 2.5% |
| 45 | 3 | 2.5% |
| 19 | 3 | 2.5% |
| Other values (39) | 59 |
| Value | Count | Frequency (%) |
| 4.9 | 1 | |
| 5.2 | 1 | |
| 5.3 | 1 | |
| 5.9 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 7.1 | 1 | |
| 7.6 | 1 | |
| 8.7 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 80 | 1 | 0.8% |
| 75 | 2 | |
| 70 | 1 | 0.8% |
| 60 | 1 | 0.8% |
| 55 | 1 | 0.8% |
| 50 | 4 | |
| 45 | 3 | |
| 43 | 1 | 0.8% |
| 40 | 2 | |
| 39 | 1 | 0.8% |
hidr_deriv_petr_ug_l
Real number (ℝ)
High correlation Missing
| Distinct | 17 |
|---|---|
| Distinct (%) | 14.5% |
| Missing | 4 |
| Missing (%) | 3.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 94.930769 |
| Minimum | 6.9 |
|---|---|
| Maximum | 150 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 6.9 |
|---|---|
| 5-th percentile | 50 |
| Q1 | 100 |
| median | 100 |
| Q3 | 100 |
| 95-th percentile | 102 |
| Maximum | 150 |
| Range | 143.1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 18.757309 |
|---|---|
| Coefficient of variation (CV) | 0.19758935 |
| Kurtosis | 7.7854698 |
| Mean | 94.930769 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.1916226 |
| Sum | 11106.9 |
| Variance | 351.83663 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 100 | 93 | |
| 110 | 3 | 2.5% |
| 70 | 2 | 1.7% |
| 45 | 2 | 1.7% |
| 80 | 2 | 1.7% |
| 50 | 2 | 1.7% |
| 60 | 2 | 1.7% |
| 75 | 2 | 1.7% |
| 150 | 1 | 0.8% |
| 120 | 1 | 0.8% |
| Other values (7) | 7 | 5.8% |
| (Missing) | 4 | 3.3% |
| Value | Count | Frequency (%) |
| 6.9 | 1 | |
| 16 | 1 | |
| 39 | 1 | |
| 45 | 2 | |
| 50 | 2 | |
| 60 | 2 | |
| 65 | 1 | |
| 70 | 2 | |
| 75 | 2 | |
| 80 | 2 |
| Value | Count | Frequency (%) |
| 150 | 1 | 0.8% |
| 140 | 1 | 0.8% |
| 120 | 1 | 0.8% |
| 110 | 3 | 2.5% |
| 100 | 93 | |
| 95 | 1 | 0.8% |
| 85 | 1 | 0.8% |
| 80 | 2 | 1.7% |
| 75 | 2 | 1.7% |
| 70 | 2 | 1.7% |
cr_total_mg_l
Categorical
High correlation Imbalance Missing
| Distinct | 4 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 3 |
| Missing (%) | 2.5% |
| Memory size | 1.9 KiB |
| 0.005 | |
|---|---|
| 1.0 | |
| 0.0052 | 2 |
| 0.0057 | 1 |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 4.5508475 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.8% |
Sample
| 1st row | 0.005 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.005 |
| 4th row | 0.005 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.005 | 87 | |
| 1.0 | 28 | 23.1% |
| 0.0052 | 2 | 1.7% |
| 0.0057 | 1 | 0.8% |
| (Missing) | 3 | 2.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.005 | 87 | |
| 1.0 | 28 | 23.7% |
| 0.0052 | 2 | 1.7% |
| 0.0057 | 1 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 298 | |
| . | 118 | 22.0% |
| 5 | 90 | 16.8% |
| 1 | 28 | 5.2% |
| 2 | 2 | 0.4% |
| 7 | 1 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 419 | |
| Other Punctuation | 118 | 22.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 298 | |
| 5 | 90 | 21.5% |
| 1 | 28 | 6.7% |
| 2 | 2 | 0.5% |
| 7 | 1 | 0.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 118 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 537 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 298 | |
| . | 118 | 22.0% |
| 5 | 90 | 16.8% |
| 1 | 28 | 5.2% |
| 2 | 2 | 0.4% |
| 7 | 1 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 537 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 298 | |
| . | 118 | 22.0% |
| 5 | 90 | 16.8% |
| 1 | 28 | 5.2% |
| 2 | 2 | 0.4% |
| 7 | 1 | 0.2% |
cd_total_mg_l_menor_que
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 KiB |
| 0.001 | |
|---|---|
| 0.005 | |
| 0.01 | 4 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.9669421 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.001 |
|---|---|
| 2nd row | 0.005 |
| 3rd row | 0.001 |
| 4th row | 0.001 |
| 5th row | 0.005 |
Common Values
| Value | Count | Frequency (%) |
| 0.001 | 91 | |
| 0.005 | 26 | 21.5% |
| 0.01 | 4 | 3.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.001 | 91 | |
| 0.005 | 26 | 21.5% |
| 0.01 | 4 | 3.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 359 | |
| . | 121 | 20.1% |
| 1 | 95 | 15.8% |
| 5 | 26 | 4.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 480 | |
| Other Punctuation | 121 | 20.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 359 | |
| 1 | 95 | 19.8% |
| 5 | 26 | 5.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 121 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 601 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 359 | |
| . | 121 | 20.1% |
| 1 | 95 | 15.8% |
| 5 | 26 | 4.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 601 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 359 | |
| . | 121 | 20.1% |
| 1 | 95 | 15.8% |
| 5 | 26 | 4.3% |
clorofila_a_ug_l
Real number (ℝ)
Zeros
| Distinct | 33 |
|---|---|
| Distinct (%) | 27.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.015625289 |
| Minimum | 0 |
|---|---|
| Maximum | 0.221 |
| Zeros | 10 |
| Zeros (%) | 8.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.01 |
| median | 0.01 |
| Q3 | 0.01 |
| 95-th percentile | 0.061 |
| Maximum | 0.221 |
| Range | 0.221 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.026896722 |
|---|---|
| Coefficient of variation (CV) | 1.7213583 |
| Kurtosis | 31.752148 |
| Mean | 0.015625289 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.1087747 |
| Sum | 1.89066 |
| Variance | 0.00072343365 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 0.01 | 69 | |
| 0 | 10 | 8.3% |
| 0.011 | 3 | 2.5% |
| 0.001 | 3 | 2.5% |
| 0.00415 | 2 | 1.7% |
| 0.00119 | 2 | 1.7% |
| 0.009 | 2 | 1.7% |
| 0.00237 | 2 | 1.7% |
| 0.013 | 2 | 1.7% |
| 0.018 | 2 | 1.7% |
| Other values (23) | 24 | 19.8% |
| Value | Count | Frequency (%) |
| 0 | 10 | |
| 0.001 | 3 | 2.5% |
| 0.00119 | 2 | 1.7% |
| 0.00178 | 1 | 0.8% |
| 0.00237 | 2 | 1.7% |
| 0.00356 | 1 | 0.8% |
| 0.00415 | 2 | 1.7% |
| 0.005 | 2 | 1.7% |
| 0.006 | 1 | 0.8% |
| 0.007 | 1 | 0.8% |
| Value | Count | Frequency (%) |
| 0.221 | 1 | |
| 0.131 | 1 | |
| 0.11036 | 1 | |
| 0.08366 | 1 | |
| 0.07239 | 1 | |
| 0.06289 | 1 | |
| 0.061 | 1 | |
| 0.04331 | 1 | |
| 0.04213 | 1 | |
| 0.04153 | 1 |
microcistina_ug_l
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 KiB |
| 0.2 | |
|---|---|
| 1.0 | |
| 0.15 | |
| 0.8 | 1 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.1983471 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.8% |
Sample
| 1st row | 0.15 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.2 |
| 4th row | 0.2 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.2 | 68 | |
| 1.0 | 28 | |
| 0.15 | 24 | 19.8% |
| 0.8 | 1 | 0.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.2 | 68 | |
| 1.0 | 28 | |
| 0.15 | 24 | 19.8% |
| 0.8 | 1 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 121 | |
| . | 121 | |
| 2 | 68 | |
| 1 | 52 | |
| 5 | 24 | 6.2% |
| 8 | 1 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 266 | |
| Other Punctuation | 121 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 121 | |
| 2 | 68 | |
| 1 | 52 | |
| 5 | 24 | 9.0% |
| 8 | 1 | 0.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 121 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 387 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 121 | |
| . | 121 | |
| 2 | 68 | |
| 1 | 52 | |
| 5 | 24 | 6.2% |
| 8 | 1 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 387 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 121 | |
| . | 121 | |
| 2 | 68 | |
| 1 | 52 | |
| 5 | 24 | 6.2% |
| 8 | 1 | 0.3% |
ica
Real number (ℝ)
High correlation
| Distinct | 40 |
|---|---|
| Distinct (%) | 33.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.297521 |
| Minimum | 26 |
|---|---|
| Maximum | 74 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 KiB |
Quantile statistics
| Minimum | 26 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 39 |
| median | 44 |
| Q3 | 50 |
| 95-th percentile | 64 |
| Maximum | 74 |
| Range | 48 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 9.8290764 |
|---|---|
| Coefficient of variation (CV) | 0.21698928 |
| Kurtosis | 0.17711953 |
| Mean | 45.297521 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.47343723 |
| Sum | 5481 |
| Variance | 96.610744 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 49 | 9 | 7.4% |
| 42 | 8 | 6.6% |
| 46 | 8 | 6.6% |
| 43 | 7 | 5.8% |
| 38 | 6 | 5.0% |
| 41 | 6 | 5.0% |
| 39 | 5 | 4.1% |
| 48 | 5 | 4.1% |
| 40 | 4 | 3.3% |
| 58 | 4 | 3.3% |
| Other values (30) | 59 |
| Value | Count | Frequency (%) |
| 26 | 3 | |
| 28 | 2 | |
| 29 | 1 | 0.8% |
| 30 | 2 | |
| 31 | 1 | 0.8% |
| 33 | 1 | 0.8% |
| 34 | 4 | |
| 35 | 3 | |
| 36 | 3 | |
| 37 | 3 |
| Value | Count | Frequency (%) |
| 74 | 1 | 0.8% |
| 72 | 1 | 0.8% |
| 67 | 1 | 0.8% |
| 65 | 2 | |
| 64 | 2 | |
| 62 | 1 | 0.8% |
| 61 | 1 | 0.8% |
| 60 | 3 | |
| 59 | 1 | 0.8% |
| 58 | 4 |
calidad_de_agua
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 KiB |
| Extremadamente deteriorada | |
|---|---|
| Muy deteriorada | |
| Deteriorada | 5 |
Length
| Max length | 26 |
|---|---|
| Median length | 26 |
| Mean length | 20.561983 |
| Min length | 11 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Extremadamente deteriorada |
|---|---|
| 2nd row | Muy deteriorada |
| 3rd row | Muy deteriorada |
| 4th row | Muy deteriorada |
| 5th row | Extremadamente deteriorada |
Common Values
| Value | Count | Frequency (%) |
| Extremadamente deteriorada | 63 | |
| Muy deteriorada | 53 | |
| Deteriorada | 5 | 4.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| deteriorada | 121 | |
| extremadamente | 63 | |
| muy | 53 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 431 | |
| a | 368 | |
| r | 305 | |
| d | 300 | |
| t | 247 | |
| m | 126 | 5.1% |
| i | 121 | 4.9% |
| o | 121 | 4.9% |
| 116 | 4.7% | |
| E | 63 | 2.5% |
| Other values (6) | 290 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2251 | |
| Uppercase Letter | 121 | 4.9% |
| Space Separator | 116 | 4.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 431 | |
| a | 368 | |
| r | 305 | |
| d | 300 | |
| t | 247 | |
| m | 126 | 5.6% |
| i | 121 | 5.4% |
| o | 121 | 5.4% |
| x | 63 | 2.8% |
| n | 63 | 2.8% |
| Other values (2) | 106 | 4.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 63 | |
| M | 53 | |
| D | 5 | 4.1% |
Space Separator
| Value | Count | Frequency (%) |
| 116 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2372 | |
| Common | 116 | 4.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 431 | |
| a | 368 | |
| r | 305 | |
| d | 300 | |
| t | 247 | |
| m | 126 | 5.3% |
| i | 121 | 5.1% |
| o | 121 | 5.1% |
| E | 63 | 2.7% |
| x | 63 | 2.7% |
| Other values (5) | 227 |
Common
| Value | Count | Frequency (%) |
| 116 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2488 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 431 | |
| a | 368 | |
| r | 305 | |
| d | 300 | |
| t | 247 | |
| m | 126 | 5.1% |
| i | 121 | 4.9% |
| o | 121 | 4.9% |
| 116 | 4.7% | |
| E | 63 | 2.5% |
| Other values (6) | 290 |
Interactions
Correlations
| calidad_de_agua | campaña | cd_total_mg_l_menor_que | clorofila_a_ug_l | colif_fecales_ufc_100ml | color | cr_total_mg_l | dbo_mg_l | dqo_mg_l | enteroc_ufc_100ml | escher_coli_ufc_100ml | espumas | fosf_ortofos_mg_l | hidr_deriv_petr_ug_l | ica | mat_susp | microcistina_ug_l | nh4_mg_l | nitrato_mg_l | od | olores | p_total_l_mg_l | ph | sitios | tem_agua | tem_aire | turbiedad_ntu | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| calidad_de_agua | 1.000 | 0.169 | 0.119 | 0.000 | 0.396 | 0.300 | 0.090 | 0.103 | 0.025 | 0.058 | 0.158 | 0.221 | 0.153 | 0.309 | 0.953 | 0.226 | 0.160 | 0.293 | 0.305 | 0.302 | 0.265 | 0.166 | 0.165 | 0.284 | 0.053 | 0.147 | 0.000 |
| campaña | 0.169 | 1.000 | 0.668 | 0.180 | 0.182 | 0.067 | 0.578 | 0.289 | 0.585 | 0.000 | 0.062 | 0.055 | 0.272 | 0.512 | 0.221 | 0.397 | 0.811 | 0.092 | 0.308 | 0.237 | 0.000 | 0.383 | 0.116 | 0.000 | 0.575 | 0.607 | 0.508 |
| cd_total_mg_l_menor_que | 0.119 | 0.668 | 1.000 | 0.000 | 0.000 | 0.083 | 0.682 | 0.231 | 0.573 | 0.265 | 0.328 | 0.082 | 0.251 | 0.775 | 0.151 | 0.187 | 0.666 | 0.220 | 0.263 | 0.000 | 0.000 | 0.166 | 0.081 | 0.000 | 0.407 | 0.337 | 0.464 |
| clorofila_a_ug_l | 0.000 | 0.180 | 0.000 | 1.000 | -0.084 | 0.000 | 0.361 | 0.481 | 0.088 | -0.103 | -0.118 | 0.000 | 0.134 | -0.016 | 0.075 | 0.000 | 0.000 | 0.101 | 0.026 | 0.237 | 0.000 | -0.028 | 0.343 | 0.000 | -0.394 | -0.279 | -0.152 |
| colif_fecales_ufc_100ml | 0.396 | 0.182 | 0.000 | -0.084 | 1.000 | 0.245 | 0.000 | 0.204 | -0.130 | 0.499 | 0.709 | 0.442 | 0.281 | -0.080 | -0.738 | 0.170 | 0.000 | 0.095 | -0.107 | -0.203 | 0.212 | 0.074 | -0.232 | 0.059 | 0.000 | -0.040 | -0.159 |
| color | 0.300 | 0.067 | 0.083 | 0.000 | 0.245 | 1.000 | 0.000 | 0.000 | 0.000 | 0.341 | 0.427 | 0.428 | 0.000 | 0.000 | 0.706 | 0.444 | 0.000 | 0.303 | 0.192 | 0.269 | 0.646 | 0.220 | 0.093 | 0.556 | 0.310 | 0.124 | 0.000 |
| cr_total_mg_l | 0.090 | 0.578 | 0.682 | 0.361 | 0.000 | 0.000 | 1.000 | 0.282 | 0.492 | 0.000 | 0.000 | 0.017 | 0.179 | 0.511 | 0.113 | 0.185 | 0.565 | 0.000 | 0.201 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.262 | 0.306 | 0.347 |
| dbo_mg_l | 0.103 | 0.289 | 0.231 | 0.481 | 0.204 | 0.000 | 0.282 | 1.000 | -0.218 | 0.169 | 0.221 | 0.000 | 0.373 | -0.064 | -0.251 | 0.036 | 0.174 | 0.415 | -0.080 | 0.149 | 0.000 | 0.105 | 0.249 | 0.000 | -0.510 | -0.522 | -0.143 |
| dqo_mg_l | 0.025 | 0.585 | 0.573 | 0.088 | -0.130 | 0.000 | 0.492 | -0.218 | 1.000 | -0.127 | -0.292 | 0.107 | -0.270 | 0.449 | 0.137 | 0.197 | 0.501 | -0.214 | -0.059 | 0.030 | 0.000 | 0.025 | 0.031 | 0.000 | 0.064 | 0.113 | -0.231 |
| enteroc_ufc_100ml | 0.058 | 0.000 | 0.265 | -0.103 | 0.499 | 0.341 | 0.000 | 0.169 | -0.127 | 1.000 | 0.660 | 0.480 | 0.257 | 0.105 | -0.711 | 0.198 | 0.000 | 0.333 | -0.086 | -0.320 | 0.325 | 0.271 | -0.207 | 0.220 | 0.042 | 0.010 | -0.204 |
| escher_coli_ufc_100ml | 0.158 | 0.062 | 0.328 | -0.118 | 0.709 | 0.427 | 0.000 | 0.221 | -0.292 | 0.660 | 1.000 | 0.361 | 0.447 | -0.082 | -0.796 | 0.077 | 0.000 | 0.442 | -0.189 | -0.498 | 0.405 | 0.294 | -0.356 | 0.000 | 0.076 | 0.022 | -0.174 |
| espumas | 0.221 | 0.055 | 0.082 | 0.000 | 0.442 | 0.428 | 0.017 | 0.000 | 0.107 | 0.480 | 0.361 | 1.000 | 0.000 | 0.000 | 0.584 | 0.189 | 0.060 | 0.496 | 0.000 | 0.153 | 0.509 | 0.256 | 0.000 | 0.199 | 0.000 | 0.424 | 0.199 |
| fosf_ortofos_mg_l | 0.153 | 0.272 | 0.251 | 0.134 | 0.281 | 0.000 | 0.179 | 0.373 | -0.270 | 0.257 | 0.447 | 0.000 | 1.000 | -0.268 | -0.475 | 0.000 | 0.207 | 0.447 | -0.195 | -0.481 | 0.228 | 0.742 | -0.227 | 0.251 | 0.053 | -0.125 | -0.112 |
| hidr_deriv_petr_ug_l | 0.309 | 0.512 | 0.775 | -0.016 | -0.080 | 0.000 | 0.511 | -0.064 | 0.449 | 0.105 | -0.082 | 0.000 | -0.268 | 1.000 | -0.008 | 0.030 | 0.512 | -0.096 | -0.169 | -0.017 | 0.000 | -0.121 | -0.243 | 0.000 | 0.141 | 0.158 | -0.184 |
| ica | 0.953 | 0.221 | 0.151 | 0.075 | -0.738 | 0.706 | 0.113 | -0.251 | 0.137 | -0.711 | -0.796 | 0.584 | -0.475 | -0.008 | 1.000 | 0.295 | 0.115 | -0.521 | 0.261 | 0.560 | 0.721 | -0.459 | 0.331 | 0.203 | -0.075 | -0.053 | 0.161 |
| mat_susp | 0.226 | 0.397 | 0.187 | 0.000 | 0.170 | 0.444 | 0.185 | 0.036 | 0.197 | 0.198 | 0.077 | 0.189 | 0.000 | 0.030 | 0.295 | 1.000 | 0.310 | 0.168 | 0.000 | 0.236 | 0.180 | 0.489 | 0.041 | 0.216 | 0.417 | 0.345 | 0.165 |
| microcistina_ug_l | 0.160 | 0.811 | 0.666 | 0.000 | 0.000 | 0.000 | 0.565 | 0.174 | 0.501 | 0.000 | 0.000 | 0.060 | 0.207 | 0.512 | 0.115 | 0.310 | 1.000 | 0.000 | 0.346 | 0.024 | 0.000 | 0.392 | 0.000 | 0.000 | 0.388 | 0.451 | 0.444 |
| nh4_mg_l | 0.293 | 0.092 | 0.220 | 0.101 | 0.095 | 0.303 | 0.000 | 0.415 | -0.214 | 0.333 | 0.442 | 0.496 | 0.447 | -0.096 | -0.521 | 0.168 | 0.000 | 1.000 | -0.356 | -0.498 | 0.438 | 0.322 | -0.219 | 0.185 | -0.077 | -0.169 | -0.273 |
| nitrato_mg_l | 0.305 | 0.308 | 0.263 | 0.026 | -0.107 | 0.192 | 0.201 | -0.080 | -0.059 | -0.086 | -0.189 | 0.000 | -0.195 | -0.169 | 0.261 | 0.000 | 0.346 | -0.356 | 1.000 | 0.399 | 0.236 | -0.063 | 0.424 | 0.400 | 0.119 | -0.010 | 0.257 |
| od | 0.302 | 0.237 | 0.000 | 0.237 | -0.203 | 0.269 | 0.000 | 0.149 | 0.030 | -0.320 | -0.498 | 0.153 | -0.481 | -0.017 | 0.560 | 0.236 | 0.024 | -0.498 | 0.399 | 1.000 | 0.392 | -0.476 | 0.661 | 0.265 | -0.475 | -0.317 | 0.135 |
| olores | 0.265 | 0.000 | 0.000 | 0.000 | 0.212 | 0.646 | 0.000 | 0.000 | 0.000 | 0.325 | 0.405 | 0.509 | 0.228 | 0.000 | 0.721 | 0.180 | 0.000 | 0.438 | 0.236 | 0.392 | 1.000 | 0.160 | 0.228 | 0.688 | 0.000 | 0.000 | 0.000 |
| p_total_l_mg_l | 0.166 | 0.383 | 0.166 | -0.028 | 0.074 | 0.220 | 0.000 | 0.105 | 0.025 | 0.271 | 0.294 | 0.256 | 0.742 | -0.121 | -0.459 | 0.489 | 0.392 | 0.322 | -0.063 | -0.476 | 0.160 | 1.000 | -0.116 | 0.258 | 0.164 | 0.030 | -0.021 |
| ph | 0.165 | 0.116 | 0.081 | 0.343 | -0.232 | 0.093 | 0.000 | 0.249 | 0.031 | -0.207 | -0.356 | 0.000 | -0.227 | -0.243 | 0.331 | 0.041 | 0.000 | -0.219 | 0.424 | 0.661 | 0.228 | -0.116 | 1.000 | 0.294 | -0.457 | -0.262 | 0.052 |
| sitios | 0.284 | 0.000 | 0.000 | 0.000 | 0.059 | 0.556 | 0.000 | 0.000 | 0.000 | 0.220 | 0.000 | 0.199 | 0.251 | 0.000 | 0.203 | 0.216 | 0.000 | 0.185 | 0.400 | 0.265 | 0.688 | 0.258 | 0.294 | 1.000 | 0.235 | 0.000 | 0.164 |
| tem_agua | 0.053 | 0.575 | 0.407 | -0.394 | 0.000 | 0.310 | 0.262 | -0.510 | 0.064 | 0.042 | 0.076 | 0.000 | 0.053 | 0.141 | -0.075 | 0.417 | 0.388 | -0.077 | 0.119 | -0.475 | 0.000 | 0.164 | -0.457 | 0.235 | 1.000 | 0.802 | 0.021 |
| tem_aire | 0.147 | 0.607 | 0.337 | -0.279 | -0.040 | 0.124 | 0.306 | -0.522 | 0.113 | 0.010 | 0.022 | 0.424 | -0.125 | 0.158 | -0.053 | 0.345 | 0.451 | -0.169 | -0.010 | -0.317 | 0.000 | 0.030 | -0.262 | 0.000 | 0.802 | 1.000 | -0.052 |
| turbiedad_ntu | 0.000 | 0.508 | 0.464 | -0.152 | -0.159 | 0.000 | 0.347 | -0.143 | -0.231 | -0.204 | -0.174 | 0.199 | -0.112 | -0.184 | 0.161 | 0.165 | 0.444 | -0.273 | 0.257 | 0.135 | 0.000 | -0.021 | 0.052 | 0.164 | 0.021 | -0.052 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| sitios | campaña | tem_agua | tem_aire | od | ph | olores | color | espumas | mat_susp | colif_fecales_ufc_100ml | escher_coli_ufc_100ml | enteroc_ufc_100ml | nitrato_mg_l | nh4_mg_l | p_total_l_mg_l | fosf_ortofos_mg_l | dbo_mg_l | dqo_mg_l | turbiedad_ntu | hidr_deriv_petr_ug_l | cr_total_mg_l | cd_total_mg_l_menor_que | clorofila_a_ug_l | microcistina_ug_l | ica | calidad_de_agua | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Canal Villanueva y Río Luján | verano | 25.6 | 27.0 | 3.91 | 6.96 | False | False | False | True | 4000.0 | 1000 | 330 | 6.5 | 0.40 | 0.92 | 0.37 | 2.0 | 50.0 | 60.0 | 100.0 | 0.005 | 0.001 | 0.00000 | 0.15 | 42 | Extremadamente deteriorada |
| 1 | Canal Villanueva y Río Luján | otoño | 15.6 | 13.0 | 8.28 | 6.79 | False | False | False | False | 4000.0 | 200 | 50 | 3.0 | 0.98 | 0.20 | 0.20 | 4.1 | 50.0 | 30.0 | 110.0 | 1.000 | 0.005 | 0.01000 | 1.00 | 48 | Muy deteriorada |
| 2 | Canal Villanueva y Río Luján | invierno | 14.8 | 13.0 | 9.90 | 7.09 | False | False | False | False | 1000.0 | 200 | 68 | 2.1 | 1.10 | 0.20 | 0.10 | 2.0 | 50.0 | 27.0 | 100.0 | 0.005 | 0.001 | 0.01000 | 0.20 | 64 | Muy deteriorada |
| 3 | Canal Villanueva y Río Luján | primavera | 24.4 | 29.0 | 7.28 | 6.91 | False | False | False | True | 400.0 | 200 | 65 | 2.7 | 0.44 | 0.27 | 0.12 | 2.0 | 31.0 | 45.0 | 100.0 | 0.005 | 0.001 | 0.00356 | 0.20 | 55 | Muy deteriorada |
| 5 | Río Lujan y Arroyo Caraguatá | otoño | 15.7 | 13.0 | 6.90 | 7.00 | False | False | False | False | NaN | 1000 | 800 | 2.9 | 0.57 | 0.19 | 0.20 | 4.3 | 50.0 | 30.0 | 150.0 | 1.000 | 0.005 | 0.01000 | 1.00 | 39 | Extremadamente deteriorada |
| 6 | Río Lujan y Arroyo Caraguatá | invierno | 14.5 | 13.0 | 2.54 | 6.80 | False | False | False | False | 10000.0 | 2000 | 150 | 2.0 | 4.70 | 0.48 | 0.57 | 6.8 | 50.0 | 22.0 | 100.0 | 0.005 | 0.001 | 0.01300 | 0.20 | 43 | Extremadamente deteriorada |
| 7 | Río Lujan y Arroyo Caraguatá | primavera | 25.4 | 33.0 | 6.20 | 6.90 | False | False | False | True | 2000.0 | 1000 | 58 | 4.2 | 3.30 | 0.20 | 0.14 | 2.0 | 37.0 | 36.0 | 100.0 | 0.005 | 0.001 | 0.00415 | 0.20 | 48 | Muy deteriorada |
| 8 | Canal Aliviador y Río Lujan | verano | 24.6 | 24.0 | 1.21 | 7.12 | True | True | True | True | 20000.0 | 18000 | 4600 | 2.8 | 6.00 | 0.68 | 0.56 | 6.3 | 50.0 | 17.0 | 100.0 | 0.005 | 0.001 | 0.01300 | 0.15 | 26 | Extremadamente deteriorada |
| 9 | Canal Aliviador y Río Lujan | otoño | 15.7 | 13.0 | 4.82 | 7.04 | False | False | False | False | NaN | 60000 | 5600 | 2.9 | 4.30 | 0.51 | 0.51 | 4.8 | 5.6 | 30.0 | 70.0 | 1.000 | 0.005 | 0.01000 | 1.00 | 36 | Extremadamente deteriorada |
| 10 | Canal Aliviador y Río Lujan | invierno | 14.7 | 14.0 | 2.30 | 6.80 | True | False | False | False | NaN | 10000 | 240 | 2.0 | 3.00 | 0.57 | 0.58 | 5.0 | 50.0 | 21.0 | 100.0 | 0.005 | 0.001 | 0.01000 | 0.20 | 34 | Extremadamente deteriorada |
| sitios | campaña | tem_agua | tem_aire | od | ph | olores | color | espumas | mat_susp | colif_fecales_ufc_100ml | escher_coli_ufc_100ml | enteroc_ufc_100ml | nitrato_mg_l | nh4_mg_l | p_total_l_mg_l | fosf_ortofos_mg_l | dbo_mg_l | dqo_mg_l | turbiedad_ntu | hidr_deriv_petr_ug_l | cr_total_mg_l | cd_total_mg_l_menor_que | clorofila_a_ug_l | microcistina_ug_l | ica | calidad_de_agua | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 153 | Playa La Bagliardi | verano | 20.0 | 26.0 | 5.09 | 7.43 | False | False | False | True | 1000.0 | 360 | 300 | 3.5 | 5.40 | 1.40 | NaN | 3.9 | 73.0 | 18.0 | 100.0 | 0.005 | 0.001 | 0.00500 | 0.15 | 42 | Extremadamente deteriorada |
| 155 | Playa La Bagliardi | invierno | 10.0 | 12.0 | 6.84 | 8.14 | True | True | True | True | NaN | 30000 | 6200 | 2.0 | NaN | 1.50 | NaN | 5.5 | NaN | 8.7 | 100.0 | 0.005 | 0.001 | 0.01000 | 0.20 | 28 | Extremadamente deteriorada |
| 156 | Balneario Municipal | verano | 21.0 | 27.0 | 5.89 | 7.79 | False | False | False | False | 400.0 | 20 | 180 | 3.3 | 0.98 | 0.78 | NaN | 2.4 | 50.0 | NaN | 100.0 | NaN | 0.005 | 0.01100 | 0.15 | 49 | Muy deteriorada |
| 158 | Balneario Municipal | invierno | 8.0 | 10.0 | 9.70 | 8.04 | False | False | False | False | 15000.0 | 1500 | 1000 | 4.2 | 0.20 | 0.56 | 0.44 | 7.0 | 50.0 | 29.0 | 100.0 | 0.005 | 0.001 | 0.01000 | 0.20 | 41 | Extremadamente deteriorada |
| 159 | Playa La Bagliardi | primavera | 11.0 | 19.0 | 5.70 | 7.78 | False | True | False | True | 10000.0 | 700 | 300 | 2.0 | 0.90 | 1.10 | NaN | 3.0 | 50.0 | 4.9 | 100.0 | 0.005 | 0.001 | 0.01000 | 0.20 | 39 | Extremadamente deteriorada |
| 160 | Balneario Municipal | primavera | 11.0 | 19.0 | 7.58 | 8.21 | False | False | False | False | 110.0 | 290 | 15 | 4.1 | 0.41 | 0.31 | 0.27 | 2.5 | 57.0 | 70.0 | 100.0 | 0.005 | 0.001 | 0.04153 | 0.20 | 62 | Muy deteriorada |
| 161 | Playa La Balandra | verano | 20.0 | 26.0 | 4.89 | 7.75 | False | False | False | False | 1200.0 | 400 | 240 | 3.3 | 1.80 | 0.73 | 0.42 | 2.7 | 50.0 | 5.3 | 100.0 | 0.005 | 0.001 | 0.00600 | 0.15 | 46 | Muy deteriorada |
| 163 | Playa La Balandra | invierno | 7.0 | 9.0 | 9.99 | 9.22 | False | False | False | False | 300.0 | 20 | 20 | 2.0 | 1.30 | 0.33 | 0.23 | 5.0 | 50.0 | 75.0 | 100.0 | 0.005 | 0.001 | 0.01000 | 0.20 | 46 | Muy deteriorada |
| 164 | Playa La Balandra | invierno | 7.0 | 8.0 | 10.70 | 9.19 | False | False | False | False | 4200.0 | 80 | 240 | 2.0 | 0.70 | 0.45 | 0.22 | 7.3 | 37.0 | 75.0 | 100.0 | 0.005 | 0.001 | 0.01000 | 0.20 | 43 | Extremadamente deteriorada |
| 165 | Playa La Balandra | primavera | 11.0 | 19.0 | 8.29 | 8.39 | False | True | False | True | 3600.0 | 170 | 2 | 3.9 | 0.11 | 0.20 | 0.11 | 3.0 | 58.0 | 50.0 | 100.0 | 0.005 | 0.001 | 0.08366 | 0.20 | 49 | Muy deteriorada |